Restaurant Review Analysis !!!

Analysis and Visualizations of Restaurant reviews And Prediction
using Machine Learning Algorithms.

For Solving this Usecase, What I have done is :

• Collected the data and organized it to form a meaningful dataset.
• Checked for null values and took care of it.
• Observed the data to form meaningful insights!
  
  
• Did Exploratory Data Analysis on the dataset.
• Used correlations to form a heatmap.
• Visualizations were made by using Matplotlib and Seaborn Libraries..

And then I made my model for the Prediction :

• Did Data Preprocessing.
• Used One-Hot Encoding for conversion of categorical data to Numerical data.
• Did Train-Test split

Trained my Model using :

Random Forest Regressor

• Fitted the model.
• predicted the test scores.
• Plotted the prediction.
• Prediction plot gave a Normal Distribution curve.
• Plotted the Best fit line for the model...
• Calculated Mean Absolute error and Root Mean Squared Error!

Extra Trees Regressor

• Fitted the model.
• predicted the test scores.
• Plotted the prediction.
• Prediction plot gave a slightly better Normal Distribution curve than that of Random Forest.
• Plotted the Best fit line for the model.!!
• Calculated Mean Absolute error and Root Mean Squared Error.